{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用Node2Vec对space_data进行压缩\n",
    "import networkx as nx\n",
    "from sklearn.decomposition import PCA\n",
    "from node2vec import Node2Vec\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'networkx.classes.graph.Graph'>\n"
     ]
    }
   ],
   "source": [
    "# 数据加载，构造图\n",
    "G = nx.read_gml('football.gml')\n",
    "print(type(G))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "115\n"
     ]
    }
   ],
   "source": [
    "print(len(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['BrighamYoung', 'FloridaState', 'Iowa', 'KansasState', 'NewMexico', 'TexasTech', 'PennState', 'SouthernCalifornia', 'ArizonaState', 'SanDiegoState', 'Baylor', 'NorthTexas', 'NorthernIllinois', 'Northwestern', 'WesternMichigan', 'Wisconsin', 'Wyoming', 'Auburn', 'Akron', 'VirginiaTech', 'Alabama', 'UCLA', 'Arizona', 'Utah', 'ArkansasState', 'NorthCarolinaState', 'BallState', 'Florida', 'BoiseState', 'BostonCollege', 'WestVirginia', 'BowlingGreenState', 'Michigan', 'Virginia', 'Buffalo', 'Syracuse', 'CentralFlorida', 'GeorgiaTech', 'CentralMichigan', 'Purdue', 'Colorado', 'ColoradoState', 'Connecticut', 'EasternMichigan', 'EastCarolina', 'Duke', 'FresnoState', 'OhioState', 'Houston', 'Rice', 'Idaho', 'Washington', 'Kansas', 'SouthernMethodist', 'Kent', 'Pittsburgh', 'Kentucky', 'Louisville', 'LouisianaTech', 'LouisianaMonroe', 'Minnesota', 'MiamiOhio', 'Vanderbilt', 'MiddleTennesseeState', 'Illinois', 'MississippiState', 'Memphis', 'Nevada', 'Oregon', 'NewMexicoState', 'SouthCarolina', 'Ohio', 'IowaState', 'SanJoseState', 'Nebraska', 'SouthernMississippi', 'Tennessee', 'Stanford', 'WashingtonState', 'Temple', 'Navy', 'TexasA&M', 'NotreDame', 'TexasElPaso', 'Oklahoma', 'Toledo', 'Tulane', 'Mississippi', 'Tulsa', 'NorthCarolina', 'UtahState', 'Army', 'Cincinnati', 'AirForce', 'Rutgers', 'Georgia', 'LouisianaState', 'LouisianaLafayette', 'Texas', 'Marshall', 'MichiganState', 'MiamiFlorida', 'Missouri', 'Clemson', 'NevadaLasVegas', 'WakeForest', 'Indiana', 'OklahomaState', 'OregonState', 'Maryland', 'TexasChristian', 'California', 'AlabamaBirmingham', 'Arkansas', 'Hawaii']\n"
     ]
    }
   ],
   "source": [
    "#都有哪些球队\n",
    "print(G.nodes()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('BrighamYoung', 'FloridaState'), ('BrighamYoung', 'NewMexico'), ('BrighamYoung', 'SanDiegoState'), ('BrighamYoung', 'Wyoming'), ('BrighamYoung', 'Utah'), ('BrighamYoung', 'Virginia'), ('BrighamYoung', 'Syracuse'), ('BrighamYoung', 'ColoradoState'), ('BrighamYoung', 'MississippiState'), ('BrighamYoung', 'UtahState'), ('BrighamYoung', 'AirForce'), ('BrighamYoung', 'NevadaLasVegas'), ('FloridaState', 'NorthCarolinaState'), ('FloridaState', 'Florida'), ('FloridaState', 'Virginia'), ('FloridaState', 'GeorgiaTech'), ('FloridaState', 'Duke'), ('FloridaState', 'Louisville'), ('FloridaState', 'NorthCarolina'), ('FloridaState', 'MiamiFlorida'), ('FloridaState', 'Clemson'), ('FloridaState', 'WakeForest'), ('FloridaState', 'Maryland'), ('Iowa', 'KansasState'), ('Iowa', 'PennState'), ('Iowa', 'Northwestern'), ('Iowa', 'WesternMichigan'), ('Iowa', 'Wisconsin'), ('Iowa', 'OhioState'), ('Iowa', 'Minnesota'), ('Iowa', 'Illinois'), ('Iowa', 'IowaState'), ('Iowa', 'Nebraska'), ('Iowa', 'MichiganState'), ('Iowa', 'Indiana'), ('KansasState', 'TexasTech'), ('KansasState', 'NorthTexas'), ('KansasState', 'BallState'), ('KansasState', 'Colorado'), ('KansasState', 'Kansas'), ('KansasState', 'LouisianaTech'), ('KansasState', 'IowaState'), ('KansasState', 'Nebraska'), ('KansasState', 'TexasA&M'), ('KansasState', 'Oklahoma'), ('KansasState', 'Missouri'), ('NewMexico', 'TexasTech'), ('NewMexico', 'SanDiegoState'), ('NewMexico', 'Wyoming'), ('NewMexico', 'Utah'), ('NewMexico', 'BoiseState'), ('NewMexico', 'ColoradoState'), ('NewMexico', 'NewMexicoState'), ('NewMexico', 'AirForce'), ('NewMexico', 'NevadaLasVegas'), ('NewMexico', 'OregonState'), ('TexasTech', 'Baylor'), ('TexasTech', 'NorthTexas'), ('TexasTech', 'Kansas'), ('TexasTech', 'Nebraska'), ('TexasTech', 'TexasA&M'), ('TexasTech', 'Oklahoma'), ('TexasTech', 'UtahState'), ('TexasTech', 'LouisianaLafayette'), ('TexasTech', 'Texas'), ('TexasTech', 'OklahomaState'), ('PennState', 'SouthernCalifornia'), ('PennState', 'Michigan'), ('PennState', 'Purdue'), ('PennState', 'OhioState'), ('PennState', 'Pittsburgh'), ('PennState', 'LouisianaTech'), ('PennState', 'Minnesota'), ('PennState', 'Illinois'), ('PennState', 'Toledo'), ('PennState', 'MichiganState'), ('PennState', 'Indiana'), ('SouthernCalifornia', 'ArizonaState'), ('SouthernCalifornia', 'UCLA'), ('SouthernCalifornia', 'Arizona'), ('SouthernCalifornia', 'Colorado'), ('SouthernCalifornia', 'Oregon'), ('SouthernCalifornia', 'SanJoseState'), ('SouthernCalifornia', 'Stanford'), ('SouthernCalifornia', 'WashingtonState'), ('SouthernCalifornia', 'NotreDame'), ('SouthernCalifornia', 'OregonState'), ('SouthernCalifornia', 'California'), ('ArizonaState', 'SanDiegoState'), ('ArizonaState', 'UCLA'), ('ArizonaState', 'Arizona'), ('ArizonaState', 'ColoradoState'), ('ArizonaState', 'Washington'), ('ArizonaState', 'Oregon'), ('ArizonaState', 'Stanford'), ('ArizonaState', 'WashingtonState'), ('ArizonaState', 'UtahState'), ('ArizonaState', 'California'), ('SanDiegoState', 'Wyoming'), ('SanDiegoState', 'Arizona'), ('SanDiegoState', 'Utah'), ('SanDiegoState', 'ColoradoState'), ('SanDiegoState', 'Illinois'), ('SanDiegoState', 'AirForce'), ('SanDiegoState', 'NevadaLasVegas'), ('SanDiegoState', 'OregonState'), ('Baylor', 'NorthTexas'), ('Baylor', 'Minnesota'), ('Baylor', 'IowaState'), ('Baylor', 'Nebraska'), ('Baylor', 'TexasA&M'), ('Baylor', 'Oklahoma'), ('Baylor', 'Texas'), ('Baylor', 'Missouri'), ('Baylor', 'OklahomaState'), ('NorthTexas', 'ArkansasState'), ('NorthTexas', 'BoiseState'), ('NorthTexas', 'Idaho'), ('NorthTexas', 'NewMexicoState'), ('NorthTexas', 'UtahState'), ('NorthTexas', 'LouisianaLafayette'), ('NorthTexas', 'NevadaLasVegas'), ('NorthernIllinois', 'Northwestern'), ('NorthernIllinois', 'WesternMichigan'), ('NorthernIllinois', 'Auburn'), ('NorthernIllinois', 'Akron'), ('NorthernIllinois', 'BallState'), ('NorthernIllinois', 'Buffalo'), ('NorthernIllinois', 'CentralFlorida'), ('NorthernIllinois', 'CentralMichigan'), ('NorthernIllinois', 'EasternMichigan'), ('NorthernIllinois', 'Toledo'), ('Northwestern', 'Wisconsin'), ('Northwestern', 'Michigan'), ('Northwestern', 'Purdue'), ('Northwestern', 'Duke'), ('Northwestern', 'Minnesota'), ('Northwestern', 'Illinois'), ('Northwestern', 'MichiganState'), ('Northwestern', 'Indiana'), ('Northwestern', 'TexasChristian'), ('WesternMichigan', 'Wisconsin'), ('WesternMichigan', 'BallState'), ('WesternMichigan', 'CentralMichigan'), ('WesternMichigan', 'EasternMichigan'), ('WesternMichigan', 'Kent'), ('WesternMichigan', 'Ohio'), ('WesternMichigan', 'Toledo'), ('WesternMichigan', 'Marshall'), ('Wisconsin', 'Michigan'), ('Wisconsin', 'Purdue'), ('Wisconsin', 'OhioState'), ('Wisconsin', 'Minnesota'), ('Wisconsin', 'Oregon'), ('Wisconsin', 'Cincinnati'), ('Wisconsin', 'MichiganState'), ('Wisconsin', 'Indiana'), ('Wisconsin', 'Hawaii'), ('Wyoming', 'Auburn'), ('Wyoming', 'Utah'), ('Wyoming', 'CentralMichigan'), ('Wyoming', 'ColoradoState'), ('Wyoming', 'Nevada'), ('Wyoming', 'TexasA&M'), ('Wyoming', 'AirForce'), ('Wyoming', 'NevadaLasVegas'), ('Auburn', 'Alabama'), ('Auburn', 'Florida'), ('Auburn', 'LouisianaTech'), ('Auburn', 'Vanderbilt'), ('Auburn', 'MississippiState'), ('Auburn', 'Mississippi'), ('Auburn', 'Georgia'), ('Auburn', 'LouisianaState'), ('Auburn', 'Arkansas'), ('Akron', 'VirginiaTech'), ('Akron', 'BowlingGreenState'), ('Akron', 'Buffalo'), ('Akron', 'CentralFlorida'), ('Akron', 'CentralMichigan'), ('Akron', 'Connecticut'), ('Akron', 'Kent'), ('Akron', 'MiamiOhio'), ('Akron', 'Ohio'), ('Akron', 'Marshall'), ('VirginiaTech', 'BostonCollege'), ('VirginiaTech', 'WestVirginia'), ('VirginiaTech', 'Virginia'), ('VirginiaTech', 'Syracuse'), ('VirginiaTech', 'CentralFlorida'), ('VirginiaTech', 'EastCarolina'), ('VirginiaTech', 'Pittsburgh'), ('VirginiaTech', 'Temple'), ('VirginiaTech', 'Rutgers'), ('VirginiaTech', 'MiamiFlorida'), ('Alabama', 'UCLA'), ('Alabama', 'CentralFlorida'), ('Alabama', 'Vanderbilt'), ('Alabama', 'MississippiState'), ('Alabama', 'SouthCarolina'), ('Alabama', 'SouthernMississippi'), ('Alabama', 'Tennessee'), ('Alabama', 'Mississippi'), ('Alabama', 'LouisianaState'), ('Alabama', 'Arkansas'), ('UCLA', 'Arizona'), ('UCLA', 'Michigan'), ('UCLA', 'FresnoState'), ('UCLA', 'Washington'), ('UCLA', 'Oregon'), ('UCLA', 'Stanford'), ('UCLA', 'OregonState'), ('UCLA', 'California'), ('Arizona', 'Utah'), ('Arizona', 'OhioState'), ('Arizona', 'Washington'), ('Arizona', 'Oregon'), ('Arizona', 'Stanford'), ('Arizona', 'WashingtonState'), ('Arizona', 'OregonState'), ('Utah', 'ColoradoState'), ('Utah', 'WashingtonState'), ('Utah', 'UtahState'), ('Utah', 'AirForce'), ('Utah', 'NevadaLasVegas'), ('Utah', 'California'), ('ArkansasState', 'NorthCarolinaState'), ('ArkansasState', 'BoiseState'), ('ArkansasState', 'Idaho'), ('ArkansasState', 'Memphis'), ('ArkansasState', 'NewMexicoState'), ('ArkansasState', 'Oklahoma'), ('ArkansasState', 'Mississippi'), ('ArkansasState', 'UtahState'), ('ArkansasState', 'TexasChristian'), ('NorthCarolinaState', 'Virginia'), ('NorthCarolinaState', 'GeorgiaTech'), ('NorthCarolinaState', 'Duke'), ('NorthCarolinaState', 'SouthernMethodist'), ('NorthCarolinaState', 'NorthCarolina'), ('NorthCarolinaState', 'Clemson'), ('NorthCarolinaState', 'WakeForest'), ('NorthCarolinaState', 'Indiana'), ('NorthCarolinaState', 'Maryland'), ('BallState', 'Florida'), ('BallState', 'Buffalo'), ('BallState', 'CentralMichigan'), ('BallState', 'Connecticut'), ('BallState', 'EasternMichigan'), ('BallState', 'MiamiOhio'), ('BallState', 'Toledo'), ('Florida', 'Kentucky'), ('Florida', 'Vanderbilt'), ('Florida', 'MiddleTennesseeState'), ('Florida', 'MississippiState'), ('Florida', 'SouthCarolina'), ('Florida', 'Tennessee'), ('Florida', 'Georgia'), ('Florida', 'LouisianaState'), ('BoiseState', 'CentralMichigan'), ('BoiseState', 'Idaho'), ('BoiseState', 'NewMexicoState'), ('BoiseState', 'WashingtonState'), ('BoiseState', 'UtahState'), ('BoiseState', 'Arkansas'), ('BostonCollege', 'WestVirginia'), ('BostonCollege', 'Syracuse'), ('BostonCollege', 'Connecticut'), ('BostonCollege', 'Pittsburgh'), ('BostonCollege', 'Temple'), ('BostonCollege', 'Navy'), ('BostonCollege', 'NotreDame'), ('BostonCollege', 'Army'), ('BostonCollege', 'Rutgers'), ('BostonCollege', 'MiamiFlorida'), ('WestVirginia', 'Syracuse'), ('WestVirginia', 'EastCarolina'), ('WestVirginia', 'Idaho'), ('WestVirginia', 'Pittsburgh'), ('WestVirginia', 'Temple'), ('WestVirginia', 'NotreDame'), ('WestVirginia', 'Rutgers'), ('WestVirginia', 'MiamiFlorida'), ('WestVirginia', 'Maryland'), ('BowlingGreenState', 'Michigan'), ('BowlingGreenState', 'Buffalo'), ('BowlingGreenState', 'EasternMichigan'), ('BowlingGreenState', 'Kent'), ('BowlingGreenState', 'Pittsburgh'), ('BowlingGreenState', 'MiamiOhio'), ('BowlingGreenState', 'Ohio'), ('BowlingGreenState', 'Temple'), ('BowlingGreenState', 'Toledo'), ('BowlingGreenState', 'Marshall'), ('Michigan', 'Purdue'), ('Michigan', 'OhioState'), ('Michigan', 'Rice'), ('Michigan', 'Illinois'), ('Michigan', 'MichiganState'), ('Michigan', 'Indiana'), ('Virginia', 'GeorgiaTech'), ('Virginia', 'Duke'), ('Virginia', 'NorthCarolina'), ('Virginia', 'Clemson'), ('Virginia', 'WakeForest'), ('Virginia', 'Maryland'), ('Buffalo', 'Syracuse'), ('Buffalo', 'Connecticut'), ('Buffalo', 'Kent'), ('Buffalo', 'MiamiOhio'), ('Buffalo', 'Ohio'), ('Buffalo', 'Rutgers'), ('Buffalo', 'Marshall'), ('Syracuse', 'EastCarolina'), ('Syracuse', 'Pittsburgh'), ('Syracuse', 'Temple'), ('Syracuse', 'Cincinnati'), ('Syracuse', 'Rutgers'), ('Syracuse', 'MiamiFlorida'), ('CentralFlorida', 'GeorgiaTech'), ('CentralFlorida', 'EasternMichigan'), ('CentralFlorida', 'LouisianaTech'), ('CentralFlorida', 'LouisianaMonroe'), ('GeorgiaTech', 'Duke'), ('GeorgiaTech', 'Navy'), ('GeorgiaTech', 'NorthCarolina'), ('GeorgiaTech', 'Georgia'), ('GeorgiaTech', 'Clemson'), ('GeorgiaTech', 'WakeForest'), ('GeorgiaTech', 'Maryland'), ('CentralMichigan', 'Purdue'), ('CentralMichigan', 'EasternMichigan'), ('CentralMichigan', 'Kent'), ('CentralMichigan', 'Ohio'), ('CentralMichigan', 'Toledo'), ('Purdue', 'OhioState'), ('Purdue', 'Kent'), ('Purdue', 'Minnesota'), ('Purdue', 'NotreDame'), ('Purdue', 'MichiganState'), ('Purdue', 'Indiana'), ('Colorado', 'ColoradoState'), ('Colorado', 'Washington'), ('Colorado', 'Kansas'), ('Colorado', 'IowaState'), ('Colorado', 'Nebraska'), ('Colorado', 'TexasA&M'), ('Colorado', 'Texas'), ('Colorado', 'Missouri'), ('Colorado', 'OklahomaState'), ('ColoradoState', 'Nevada'), ('ColoradoState', 'AirForce'), ('ColoradoState', 'NevadaLasVegas'), ('Connecticut', 'EasternMichigan'), ('Connecticut', 'Louisville'), ('Connecticut', 'MiddleTennesseeState'), ('EasternMichigan', 'MiamiOhio'), ('EasternMichigan', 'SouthCarolina'), ('EasternMichigan', 'Temple'), ('EasternMichigan', 'Toledo'), ('EastCarolina', 'Duke'), ('EastCarolina', 'Houston'), ('EastCarolina', 'Louisville'), ('EastCarolina', 'Memphis'), ('EastCarolina', 'SouthernMississippi'), ('EastCarolina', 'Tulane'), ('EastCarolina', 'Army'), ('EastCarolina', 'AlabamaBirmingham'), ('Duke', 'Vanderbilt'), ('Duke', 'NorthCarolina'), ('Duke', 'Clemson'), ('Duke', 'WakeForest'), ('Duke', 'Maryland'), ('FresnoState', 'OhioState'), ('FresnoState', 'Rice'), ('FresnoState', 'SouthernMethodist'), ('FresnoState', 'Nevada'), ('FresnoState', 'SanJoseState'), ('FresnoState', 'TexasElPaso'), ('FresnoState', 'Tulsa'), ('FresnoState', 'TexasChristian'), ('FresnoState', 'California'), ('FresnoState', 'Hawaii'), ('OhioState', 'Minnesota'), ('OhioState', 'MiamiOhio'), ('OhioState', 'Illinois'), ('OhioState', 'MichiganState'), ('Houston', 'Rice'), ('Houston', 'SouthernMethodist'), ('Houston', 'Louisville'), ('Houston', 'Memphis'), ('Houston', 'SouthernMississippi'), ('Houston', 'Tulane'), ('Houston', 'Army'), ('Houston', 'Cincinnati'), ('Houston', 'LouisianaState'), ('Houston', 'Texas'), ('Rice', 'SouthernMethodist'), ('Rice', 'Nevada'), ('Rice', 'SanJoseState'), ('Rice', 'TexasElPaso'), ('Rice', 'Oklahoma'), ('Rice', 'Tulsa'), ('Rice', 'TexasChristian'), ('Rice', 'Hawaii'), ('Idaho', 'Washington'), ('Idaho', 'Oregon'), ('Idaho', 'NewMexicoState'), ('Idaho', 'WashingtonState'), ('Idaho', 'UtahState'), ('Washington', 'Oregon'), ('Washington', 'Stanford'), ('Washington', 'WashingtonState'), ('Washington', 'MiamiFlorida'), ('Washington', 'OregonState'), ('Washington', 'California'), ('Kansas', 'SouthernMethodist'), ('Kansas', 'IowaState'), ('Kansas', 'Nebraska'), ('Kansas', 'Oklahoma'), ('Kansas', 'Texas'), ('Kansas', 'Missouri'), ('Kansas', 'AlabamaBirmingham'), ('SouthernMethodist', 'Nevada'), ('SouthernMethodist', 'SanJoseState'), ('SouthernMethodist', 'TexasElPaso'), ('SouthernMethodist', 'Tulane'), ('SouthernMethodist', 'Tulsa'), ('SouthernMethodist', 'TexasChristian'), ('SouthernMethodist', 'Hawaii'), ('Kent', 'Pittsburgh'), ('Kent', 'MiamiOhio'), ('Kent', 'Ohio'), ('Kent', 'Marshall'), ('Pittsburgh', 'Temple'), ('Pittsburgh', 'NorthCarolina'), ('Pittsburgh', 'Rutgers'), ('Pittsburgh', 'MiamiFlorida'), ('Kentucky', 'Louisville'), ('Kentucky', 'Vanderbilt'), ('Kentucky', 'MississippiState'), ('Kentucky', 'SouthCarolina'), ('Kentucky', 'Tennessee'), ('Kentucky', 'Mississippi'), ('Kentucky', 'Georgia'), ('Kentucky', 'LouisianaState'), ('Kentucky', 'Indiana'), ('Louisville', 'SouthernMississippi'), ('Louisville', 'Tulane'), ('Louisville', 'Army'), ('Louisville', 'Cincinnati'), ('Louisville', 'AlabamaBirmingham'), ('LouisianaTech', 'LouisianaMonroe'), ('LouisianaTech', 'MiddleTennesseeState'), ('LouisianaTech', 'Tulsa'), ('LouisianaTech', 'LouisianaLafayette'), ('LouisianaTech', 'MiamiFlorida'), ('LouisianaTech', 'Hawaii'), ('LouisianaMonroe', 'Minnesota'), ('LouisianaMonroe', 'MiddleTennesseeState'), ('LouisianaMonroe', 'Memphis'), ('LouisianaMonroe', 'Tennessee'), ('LouisianaMonroe', 'LouisianaLafayette'), ('LouisianaMonroe', 'Arkansas'), ('Minnesota', 'Illinois'), ('Minnesota', 'Ohio'), ('Minnesota', 'Indiana'), ('MiamiOhio', 'Vanderbilt'), ('MiamiOhio', 'Ohio'), ('MiamiOhio', 'Cincinnati'), ('MiamiOhio', 'Marshall'), ('Vanderbilt', 'SouthCarolina'), ('Vanderbilt', 'Tennessee'), ('Vanderbilt', 'Mississippi'), ('Vanderbilt', 'Georgia'), ('Vanderbilt', 'WakeForest'), ('MiddleTennesseeState', 'Illinois'), ('MiddleTennesseeState', 'MississippiState'), ('MiddleTennesseeState', 'LouisianaLafayette'), ('MiddleTennesseeState', 'Maryland'), ('MiddleTennesseeState', 'AlabamaBirmingham'), ('Illinois', 'MichiganState'), ('Illinois', 'Indiana'), ('Illinois', 'California'), ('MississippiState', 'Memphis'), ('MississippiState', 'SouthCarolina'), ('MississippiState', 'Mississippi'), ('MississippiState', 'LouisianaState'), ('MississippiState', 'Arkansas'), ('Memphis', 'SouthernMississippi'), ('Memphis', 'Tennessee'), ('Memphis', 'Tulane'), ('Memphis', 'Army'), ('Memphis', 'Cincinnati'), ('Memphis', 'AlabamaBirmingham'), ('Nevada', 'Oregon'), ('Nevada', 'SanJoseState'), ('Nevada', 'TexasElPaso'), ('Nevada', 'Tulsa'), ('Nevada', 'NevadaLasVegas'), ('Nevada', 'TexasChristian'), ('Nevada', 'Hawaii'), ('Oregon', 'WashingtonState'), ('Oregon', 'OregonState'), ('Oregon', 'California'), ('NewMexicoState', 'SouthCarolina'), ('NewMexicoState', 'TexasElPaso'), ('NewMexicoState', 'Tulsa'), ('NewMexicoState', 'UtahState'), ('NewMexicoState', 'Army'), ('NewMexicoState', 'Georgia'), ('SouthCarolina', 'Tennessee'), ('SouthCarolina', 'Georgia'), ('SouthCarolina', 'Clemson'), ('SouthCarolina', 'Arkansas'), ('Ohio', 'IowaState'), ('Ohio', 'Marshall'), ('IowaState', 'Nebraska'), ('IowaState', 'TexasA&M'), ('IowaState', 'Missouri'), ('IowaState', 'NevadaLasVegas'), ('IowaState', 'OklahomaState'), ('SanJoseState', 'Nebraska'), ('SanJoseState', 'Stanford'), ('SanJoseState', 'TexasElPaso'), ('SanJoseState', 'Tulsa'), ('SanJoseState', 'TexasChristian'), ('SanJoseState', 'Hawaii'), ('Nebraska', 'NotreDame'), ('Nebraska', 'Oklahoma'), ('Nebraska', 'Missouri'), ('SouthernMississippi', 'Tennessee'), ('SouthernMississippi', 'Tulane'), ('SouthernMississippi', 'Cincinnati'), ('SouthernMississippi', 'OklahomaState'), ('SouthernMississippi', 'AlabamaBirmingham'), ('Tennessee', 'Georgia'), ('Tennessee', 'LouisianaState'), ('Tennessee', 'Arkansas'), ('Stanford', 'WashingtonState'), ('Stanford', 'NotreDame'), ('Stanford', 'Texas'), ('Stanford', 'OregonState'), ('Stanford', 'California'), ('WashingtonState', 'OregonState'), ('WashingtonState', 'California'), ('Temple', 'Navy'), ('Temple', 'Rutgers'), ('Temple', 'MiamiFlorida'), ('Temple', 'Maryland'), ('Navy', 'NotreDame'), ('Navy', 'Toledo'), ('Navy', 'Tulane'), ('Navy', 'Army'), ('Navy', 'AirForce'), ('Navy', 'Rutgers'), ('Navy', 'WakeForest'), ('Navy', 'TexasChristian'), ('TexasA&M', 'NotreDame'), ('TexasA&M', 'TexasElPaso'), ('TexasA&M', 'Oklahoma'), ('TexasA&M', 'Texas'), ('TexasA&M', 'OklahomaState'), ('NotreDame', 'AirForce'), ('NotreDame', 'Rutgers'), ('NotreDame', 'MichiganState'), ('TexasElPaso', 'Oklahoma'), ('TexasElPaso', 'Tulsa'), ('TexasElPaso', 'TexasChristian'), ('TexasElPaso', 'Hawaii'), ('Oklahoma', 'Texas'), ('Oklahoma', 'OklahomaState'), ('Toledo', 'Marshall'), ('Tulane', 'Mississippi'), ('Tulane', 'Army'), ('Tulane', 'Cincinnati'), ('Tulane', 'LouisianaLafayette'), ('Mississippi', 'Georgia'), ('Mississippi', 'LouisianaState'), ('Mississippi', 'NevadaLasVegas'), ('Mississippi', 'Arkansas'), ('Tulsa', 'NorthCarolina'), ('Tulsa', 'OklahomaState'), ('Tulsa', 'TexasChristian'), ('Tulsa', 'Hawaii'), ('NorthCarolina', 'Marshall'), ('NorthCarolina', 'Clemson'), ('NorthCarolina', 'WakeForest'), ('NorthCarolina', 'Maryland'), ('Army', 'Cincinnati'), ('Army', 'AirForce'), ('Army', 'AlabamaBirmingham'), ('Cincinnati', 'Indiana'), ('Cincinnati', 'AlabamaBirmingham'), ('AirForce', 'NevadaLasVegas'), ('Rutgers', 'MiamiFlorida'), ('Georgia', 'Arkansas'), ('LouisianaState', 'AlabamaBirmingham'), ('LouisianaState', 'Arkansas'), ('LouisianaLafayette', 'Texas'), ('LouisianaLafayette', 'AlabamaBirmingham'), ('Texas', 'Missouri'), ('Texas', 'OklahomaState'), ('Marshall', 'MichiganState'), ('MichiganState', 'Missouri'), ('Missouri', 'Clemson'), ('Missouri', 'OklahomaState'), ('Clemson', 'WakeForest'), ('Clemson', 'Maryland'), ('NevadaLasVegas', 'Hawaii'), ('WakeForest', 'Maryland'), ('OregonState', 'California'), ('TexasChristian', 'Hawaii')]\n"
     ]
    }
   ],
   "source": [
    "#都有哪些比赛\n",
    "print(G.edges()) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Node2Vec模型导入与训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5adbc69b494749eb908f179809e09662",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Computing transition probabilities'), FloatProgress(value=0.0, max=115.0), HTML(val…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Generating walks (CPU: 1):   0%|          | 0/5 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Generating walks (CPU: 1): 100%|██████████| 5/5 [00:00<00:00, 13.69it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('Tulane', 0.9441070556640625), ('Army', 0.9330830574035645), ('Louisville', 0.9082658886909485), ('SouthernMississippi', 0.8616392612457275), ('Navy', 0.8596125841140747), ('Houston', 0.8578410744667053), ('AlabamaBirmingham', 0.8428661227226257), ('Cincinnati', 0.8404726386070251), ('Memphis', 0.8402983546257019), ('Duke', 0.769646167755127)]\n",
      "<gensim.models.keyedvectors.Word2VecKeyedVectors object at 0x7f389f229050>\n"
     ]
    }
   ],
   "source": [
    "# 初始化Node2Vec模型\n",
    "model = Node2Vec(G, walk_length = 10, num_walks = 5, p = 0.25, q = 4, workers = 1)\n",
    "# 模型训练\n",
    "result = model.fit(window=4, iter=20)\n",
    "# 得到节点的embedding\n",
    "print(result.wv.most_similar('EastCarolina'))\n",
    "embeddings = result.wv\n",
    "print(embeddings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_nodes(word_list):\n",
    "    # 每个节点的embedding为100维\n",
    "    X = []\n",
    "    for item in word_list:\n",
    "        X.append(embeddings[item])\n",
    "    #print(X.shape)\n",
    "    # 将100维向量减少到2维\n",
    "    pca = PCA(n_components=2)\n",
    "    result = pca.fit_transform(X) \n",
    "    #print(result)\n",
    "    # 绘制节点向量\n",
    "    plt.figure(figsize=(12,9))\n",
    "    # 创建一个散点图的投影\n",
    "    plt.scatter(result[:, 0], result[:, 1])\n",
    "    for i, word in enumerate(list(word_list)):\n",
    "        plt.annotate(word, xy=(result[i, 0], result[i, 1]))        \n",
    "    plt.show()\n",
    "plot_nodes(result.wv.vocab)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
